Speaker: Professor Lin Wei
Topic: Time series analytics: Causation detections and dynamics predictions
Date: Jan 3
Time: 15:00 pm
Venue: Lecture Hall 204, Building 9
Sponsor: School of Mathematics and Statistics, Institute of Science and Technology
In this plenary talk, I will introduce some of our recent works on time series analytics, including directional interactions detections and dynamics predictions. Based on the theory of nonlinear dynamical systems as well as machine learning techniques, we developseveral data-driven and model-free frameworks for realizing detections and predictions. Through comparing our frameworks with other existing methods inthe literature, we show the advantages of our frameworks when they are used to deal with the data produced numerically by dynamical oscillators and collectedby real experiments as well.